============================= test session starts ==============================
platform linux -- Python 3.10.10, pytest-7.2.2, pluggy-1.0.0
rootdir: /home/frasermince/portability, configfile: pyproject.toml
plugins: hypothesis-6.70.2, xdist-3.2.1, forked-1.6.0, metadata-2.0.4, json-report-1.5.0, timeout-2.1.0
timeout: 300.0s
timeout method: signal
timeout func_only: False
collected 3 items

src/tensorflow_tests_reduced/cum_prod_test.py ITEM <TestCaseFunction test_session>
srandom_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_2: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_3: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_4: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_5: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_6: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_7: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_8: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_9: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_10: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_11: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/LoopCond/_12: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
while/while/loop_counter_switch/_13: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/while/maximum_iterations_switch/_14: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/Const_2_switch/_15: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/TensorArrayV2_switch/_16: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/random_uniform/RandomUniform_switch/_17: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_body_control/_18: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_19: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_20: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_21: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_22: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_23: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/LoopExecuted/_24: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_25: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_26: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_27: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_28: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_29: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input_control_node/_30: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_31: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_32: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_33: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_34: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_35: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output/_36: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output_control_node/_37: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input_control_node/_38: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_39: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_40: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_41: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_42: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_43: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_44: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_45: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_46: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_47: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_48: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output_control_node/_49: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_2: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_3: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_4: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_5: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_6: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_7: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_8: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_9: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_10: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_11: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/LoopCond/_12: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
while/while/loop_counter_switch/_13: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/while/maximum_iterations_switch/_14: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/Const_2_switch/_15: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/TensorArrayV2_switch/_16: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/random_uniform/RandomUniform_switch/_17: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_body_control/_18: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_19: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_20: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_21: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_22: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_23: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/LoopExecuted/_24: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_25: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_26: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_27: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_28: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_29: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_32: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_33: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_34: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_35: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_36: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/merge/_37: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_1/merge/_38: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_1/merge/_39: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_1/merge/_40: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_1/merge/_41: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_1/LoopCond/_42: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
while_1/while_1/loop_counter_switch/_43: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_1/while_1/maximum_iterations_switch/_44: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Const_5_switch/_45: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_1/TensorArrayV2_2_switch/_46: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_1/random_uniform/RandomUniform_switch/_47: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_1/loop_body_control/_48: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/exit/_49: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_1/exit/_50: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_1/exit/_51: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_1/exit/_52: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_1/exit/_53: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_1/LoopExecuted/_54: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
while_1/next_iteration/_55: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_1/next_iteration/_56: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_1/next_iteration/_57: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_1/next_iteration/_58: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_1/next_iteration/_59: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input_control_node/_60: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_61: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_62: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_63: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_64: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_65: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output/_66: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output_control_node/_67: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input_control_node/_68: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_69: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_70: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_71: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_72: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_73: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_74: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_75: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_76: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_77: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_78: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output_control_node/_79: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input_control_node/_80: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_81: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while/body/_1/input/_102: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_103: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_104: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_105: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_106: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_107: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_108: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output_control_node/_109: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input_control_node/_110: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_111: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_112: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_113: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_114: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_115: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output/_116: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output_control_node/_117: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input_control_node/_118: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_119: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_120: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_121: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_122: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_123: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_124: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_125: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_126: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_127: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_128: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output_control_node/_129: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input_control_node/_130: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_131: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_132: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_133: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_134: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_135: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output/_136: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output_control_node/_137: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input_control_node/_138: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_139: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_140: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_141: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_142: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_143: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_144: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_145: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_146: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_147: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_148: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output_control_node/_149: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_6: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_7: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_8: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_9: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_2: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_3: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_4: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_5: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_6: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_7: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_8: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_9: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_10: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_11: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_4/cond/_120/input/_231: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_232: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_233: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_234: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_235: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output/_236: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output_control_node/_237: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input_control_node/_238: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_239: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_240: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_241: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_242: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_243: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_244: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_245: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_246: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_247: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_248: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output_control_node/_249: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_6: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_7: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_8: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_9: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_10: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_11: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_12: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_13: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_14: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_15: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_1/cond/_30/input/_205: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_1/cond/_30/output_control_node/_207: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_1/body/_31/input/_209: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_210: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_211: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_212: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_213: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_1/body/_31/output/_215: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_216: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_217: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_218: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output_control_node/_219: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_2/cond/_60/input/_221: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_222: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_223: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_224: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_225: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output/_226: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output_control_node/_227: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input_control_node/_228: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_229: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_230: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_231: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_232: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_233: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_234: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_235: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_236: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_237: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_238: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output_control_node/_239: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_3/cond/_90/input_control_node/_240: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_241: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_242: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_243: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_244: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_245: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output/_246: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output_control_node/_247: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input_control_node/_248: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_249: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_250: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_251: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_252: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_253: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_254: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_255: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_256: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_257: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_258: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output_control_node/_259: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input_control_node/_260: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_261: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_262: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_263: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_264: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_265: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output/_266: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output_control_node/_267: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input_control_node/_268: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_269: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_270: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_271: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_272: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_273: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_274: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_275: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_276: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_277: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_278: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output_control_node/_279: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_5/cond/_150/input_control_node/_280: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_281: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_282: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_283: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_284: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_285: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output/_286: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output_control_node/_287: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input_control_node/_288: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_289: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_290: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_291: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_292: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_293: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_294: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_295: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_296: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_297: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_298: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output_control_node/_299: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_6: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_7: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_8: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_9: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_10: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_11: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_12: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_13: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_14: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_15: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_16: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_17: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_18: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_5: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_6: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_6: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_2: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_3: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_4: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_5: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_6: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_7: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_8: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_9: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_10: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_11: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/LoopCond/_12: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
while/while/loop_counter_switch/_13: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/while/maximum_iterations_switch/_14: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/Const_2_switch/_15: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/TensorArrayV2_switch/_16: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/random_uniform/RandomUniform_switch/_17: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_body_control/_18: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_19: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_20: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_21: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_22: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_23: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/LoopExecuted/_24: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_25: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_26: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_27: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_28: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_29: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_32: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_33: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_34: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_35: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_36: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_2/cond/_60/input/_251: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_252: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_253: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_254: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_255: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output/_256: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output_control_node/_257: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input_control_node/_258: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_259: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_260: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_261: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_262: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_263: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_264: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_265: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_266: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_267: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_268: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output_control_node/_269: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input_control_node/_270: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_271: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_272: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_273: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_274: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_275: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output/_276: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output_control_node/_277: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input_control_node/_278: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_279: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_280: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_281: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_282: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_283: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_284: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_285: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_286: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_287: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_288: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output_control_node/_289: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input_control_node/_290: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_291: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_292: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_293: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_294: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_295: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output/_296: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output_control_node/_297: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input_control_node/_298: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_299: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_300: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_301: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_302: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_303: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_304: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_305: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_306: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_307: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_308: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output_control_node/_309: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input_control_node/_310: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_311: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_312: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_313: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_314: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_315: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output/_316: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output_control_node/_317: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input_control_node/_318: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_319: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_320: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_321: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_322: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_323: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_324: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_325: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_326: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_327: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_328: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output_control_node/_329: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input_control_node/_330: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_331: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_332: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_333: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_334: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_335: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output/_336: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output_control_node/_337: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input_control_node/_338: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_339: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_340: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_341: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_342: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_343: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_344: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_345: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_346: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_347: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_348: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output_control_node/_349: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_6: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_7: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_8: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_9: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_10: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_11: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_12: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_13: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_14: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_15: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_16: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_17: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_18: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_19: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_20: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_21: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_5: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_6: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_6: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
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while_7/exit/_230: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_7/exit/_231: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_7/exit/_232: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_7/exit/_233: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_7/LoopExecuted/_234: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_7: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
while_7/next_iteration/_235: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_7/next_iteration/_236: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_7/next_iteration/_237: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_7/next_iteration/_238: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_7/next_iteration/_239: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input_control_node/_240: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_241: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_242: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_243: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_244: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_245: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output/_246: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output_control_node/_247: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input_control_node/_248: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_249: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_250: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_251: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_252: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_253: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_254: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_255: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_256: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_257: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_258: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output_control_node/_259: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input_control_node/_260: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_261: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_262: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_263: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_264: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_265: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output/_266: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output_control_node/_267: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input_control_node/_268: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_269: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_270: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_271: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_272: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_273: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_274: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_275: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_276: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_277: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_278: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output_control_node/_279: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input_control_node/_280: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_281: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_282: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_283: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_284: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_285: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output/_286: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output_control_node/_287: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input_control_node/_288: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_289: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_290: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_291: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_292: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_293: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_294: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_295: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_296: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_297: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_298: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output_control_node/_299: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input_control_node/_300: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_301: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_302: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_303: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_304: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_305: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output/_306: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output_control_node/_307: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input_control_node/_308: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_309: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_310: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_311: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_312: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_313: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_314: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_315: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_316: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_317: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_318: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output_control_node/_319: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input_control_node/_320: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_321: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_322: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_323: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_324: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_325: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output/_326: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output_control_node/_327: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input_control_node/_328: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_329: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_330: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_331: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_332: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_333: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_334: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_335: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_336: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_337: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_338: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output_control_node/_339: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input_control_node/_340: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_341: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_342: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_343: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_344: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_345: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output/_346: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output_control_node/_347: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input_control_node/_348: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_349: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_350: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_351: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_352: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_353: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_354: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_355: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_356: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_357: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_358: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output_control_node/_359: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input_control_node/_360: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_361: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_362: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_363: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_364: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_365: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output/_366: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output_control_node/_367: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input_control_node/_368: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_369: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_370: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_371: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_372: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_373: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_374: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_375: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_376: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_377: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_378: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output_control_node/_379: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input_control_node/_380: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_381: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_382: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_383: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_384: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_385: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/output/_386: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/output_control_node/_387: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input_control_node/_388: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_389: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_390: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_391: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_392: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_393: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_394: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_395: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_396: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_397: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_398: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output_control_node/_399: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_6: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_7: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_8: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_9: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_10: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_11: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_12: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_13: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_14: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_15: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_16: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_17: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_18: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_19: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_20: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_21: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_22: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_23: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_24: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_7/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
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pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
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loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
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TensorArrayV2_12: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
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loop_body_7/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
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pfor_7/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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loop_body_7/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
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TensorArrayV2_14: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_7/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_1/cond/_30/input/_300: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output/_301: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output_control_node/_302: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input_control_node/_303: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_304: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_305: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_306: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_307: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_308: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_309: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_310: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_311: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_312: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_313: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output_control_node/_314: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input_control_node/_315: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_316: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_317: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_318: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_319: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_320: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output/_321: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output_control_node/_322: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input_control_node/_323: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_324: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_325: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_326: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_327: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_328: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_329: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_330: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_331: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_332: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_333: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output_control_node/_334: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input_control_node/_335: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_336: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_337: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_338: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_339: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_340: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output/_341: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output_control_node/_342: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input_control_node/_343: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_344: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_345: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_346: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_347: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_348: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_349: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_350: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_351: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_352: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_353: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output_control_node/_354: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input_control_node/_355: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_356: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_357: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_358: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_359: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_360: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output/_361: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output_control_node/_362: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input_control_node/_363: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_364: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_365: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_366: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_367: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_368: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_369: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_370: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_371: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_372: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_373: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output_control_node/_374: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input_control_node/_375: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_376: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_377: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_378: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_379: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_380: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output/_381: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output_control_node/_382: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input_control_node/_383: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_384: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_385: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_386: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_387: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_388: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_389: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_390: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_391: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_392: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_393: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output_control_node/_394: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input_control_node/_395: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_396: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_397: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_398: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_399: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_400: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output/_401: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output_control_node/_402: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input_control_node/_403: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_404: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_405: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_406: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_407: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_408: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_409: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_410: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_411: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_412: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_413: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output_control_node/_414: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input_control_node/_415: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_416: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_417: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_418: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_419: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_420: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/output/_421: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/output_control_node/_422: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input_control_node/_423: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_424: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_425: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_426: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_427: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_428: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_429: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_430: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_431: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_432: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_433: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output_control_node/_434: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input_control_node/_435: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_436: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_437: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_438: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_439: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_440: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_441: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/cond/_240/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/output/_442: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/output_control_node/_443: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_8/cond/_240: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_8/body/_241/input/_445: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_446: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_447: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_448: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_449: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_450: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_451: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_452: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_453: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_454: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_455: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_456: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output_control_node/_457: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_6: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_7: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_8: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_9: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_10: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_11: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_12: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_13: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_14: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_15: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_16: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_17: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_18: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_19: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_20: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_21: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_22: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_23: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_24: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_7/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_25: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_26: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_27: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/cond/_240/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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while_1/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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loop_body_2/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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loop_body_3/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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loop_body_4/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_5: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_6: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_6: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_7/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_7: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_7: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_8/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/Identity_5: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_8: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_8: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_18: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_9/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_9/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_9/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_9/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_9/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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while/enter/_5: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while/enter/_6: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
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while/merge/_8: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_9: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_10: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/merge/_11: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while/LoopCond/_12: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
while/while/loop_counter_switch/_13: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while/while/maximum_iterations_switch/_14: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
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while/exit/_19: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_20: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_21: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_22: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while/exit/_23: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
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while/next_iteration/_26: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_27: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_28: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while/next_iteration/_29: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_32: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_33: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_34: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_35: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
while_1/enter/_36: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
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while_1/merge/_38: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_1/merge/_39: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
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while_1/merge/_41: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_1/LoopCond/_42: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
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while_9/merge/_286: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_9/merge/_287: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_9/merge/_288: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
while_9/LoopCond/_289: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
while_9/while_9/loop_counter_switch/_290: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_9/while_9/maximum_iterations_switch/_291: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_9/Const_29_switch/_292: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_9/TensorArrayV2_18_switch/_293: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_9/random_uniform/RandomUniform_switch/_294: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_9/Const_switch/_295: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_9/loop_body_control/_296: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_9/exit/_297: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_9/exit/_298: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_9/exit/_299: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_9/exit/_300: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_9/exit/_301: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_9/exit/_302: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_9/LoopExecuted/_303: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_9: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
while_9/next_iteration/_304: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_9/next_iteration/_305: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_9/next_iteration/_306: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_9/next_iteration/_307: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_9/next_iteration/_308: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_9/next_iteration/_309: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input_control_node/_310: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_311: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_312: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_313: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_314: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_315: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output/_316: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output_control_node/_317: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input_control_node/_318: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_319: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_320: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_321: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_322: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_323: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_324: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_325: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_326: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_327: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_328: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output_control_node/_329: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input_control_node/_330: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_331: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_332: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_333: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_334: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_335: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output/_336: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output_control_node/_337: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input_control_node/_338: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_339: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_340: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_341: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_342: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_343: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_344: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_345: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_346: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_347: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_348: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output_control_node/_349: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input_control_node/_350: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_351: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_352: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_353: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_354: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_355: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output/_356: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output_control_node/_357: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input_control_node/_358: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_359: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_360: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_361: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_362: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_363: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_364: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_365: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_366: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_367: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_368: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output_control_node/_369: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input_control_node/_370: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_371: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_372: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_373: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_374: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_375: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output/_376: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output_control_node/_377: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input_control_node/_378: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_379: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_380: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_381: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_382: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_383: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_384: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_385: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_386: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_387: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_388: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output_control_node/_389: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input_control_node/_390: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_391: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_392: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_393: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_394: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_395: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output/_396: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output_control_node/_397: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input_control_node/_398: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_399: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_400: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_401: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_402: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_403: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_404: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_405: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_406: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_407: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_408: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output_control_node/_409: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input_control_node/_410: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_411: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_412: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_413: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_414: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_415: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output/_416: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output_control_node/_417: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input_control_node/_418: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_419: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_420: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_421: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_422: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_423: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_424: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_425: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_426: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_427: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_428: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output_control_node/_429: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input_control_node/_430: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_431: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_432: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_433: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_434: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_435: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
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Const_18: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_19: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_20: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_21: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_22: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_23: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_24: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_7/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_25: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_26: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_27: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_28: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_18/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_18/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_29: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_30: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_9/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/cond/_240/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/cond/_275/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_1/cond/_30/input/_367: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_368: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_369: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_370: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output/_371: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output_control_node/_372: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input_control_node/_373: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_374: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_375: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_376: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_377: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_378: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_379: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_380: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_381: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_382: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_383: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output_control_node/_384: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input_control_node/_385: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_386: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_387: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_388: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_389: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_390: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output/_391: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output_control_node/_392: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input_control_node/_393: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_394: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_395: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_396: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_397: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_398: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_399: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_400: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_401: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_402: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_403: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output_control_node/_404: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input_control_node/_405: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_406: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_407: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_408: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_409: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_410: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output/_411: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output_control_node/_412: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input_control_node/_413: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_414: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_415: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_416: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_417: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_418: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_419: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_420: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_421: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_422: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_423: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output_control_node/_424: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input_control_node/_425: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_426: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_427: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_428: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_429: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_430: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output/_431: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output_control_node/_432: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input_control_node/_433: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_434: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_435: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_436: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_437: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_438: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_439: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_440: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_441: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_442: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_443: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output_control_node/_444: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input_control_node/_445: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_446: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_447: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_448: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_449: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_450: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output/_451: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output_control_node/_452: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input_control_node/_453: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_454: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_455: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_456: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_457: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_458: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_459: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_460: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_461: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_462: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_463: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output_control_node/_464: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input_control_node/_465: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_466: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_467: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_468: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_469: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_470: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output/_471: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output_control_node/_472: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input_control_node/_473: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_474: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_475: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_476: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_477: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_478: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_479: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_480: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_481: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_482: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_483: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output_control_node/_484: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input_control_node/_485: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_486: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_487: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_488: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_489: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_490: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/output/_491: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/output_control_node/_492: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input_control_node/_493: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_494: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_495: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_496: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_497: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_498: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_499: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_500: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_501: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_502: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_503: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output_control_node/_504: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input_control_node/_505: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
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Const_15: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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TensorArrayV2_10/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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Const_18: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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Const_19: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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TensorListConcatV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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Const_22: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_23: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_24: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_7/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_25: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_26: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_27: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_28: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_18/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_18/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_29: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_30: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_9/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_10/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_10/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_31: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_10/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_20/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_20/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_32: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_33: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_10/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/cond/_240/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/cond/_275/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/cond/_310/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_1: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_2: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_3: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_3: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/Identity_4: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4: (TensorListConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
init_4: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10: (TensorListReserve): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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while_11/random_uniform/RandomUniform_switch/_364: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_11/Const_switch/_365: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
while_11/loop_body_control/_366: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_11/exit/_367: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_11/exit/_368: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_11/exit/_369: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_11/exit/_370: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_11/exit/_371: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_11/exit/_372: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
while_11/LoopExecuted/_373: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_11: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
while_11/next_iteration/_374: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_11/next_iteration/_375: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_11/next_iteration/_376: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_11/next_iteration/_377: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_11/next_iteration/_378: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
while_11/next_iteration/_379: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input_control_node/_380: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_381: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_382: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_383: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_384: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/input/_385: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output/_386: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/cond/_0/output_control_node/_387: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input_control_node/_388: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_389: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_390: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_391: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_392: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/input/_393: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_394: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_395: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_396: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_397: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output/_398: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while/body/_1/output_control_node/_399: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input_control_node/_400: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_401: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_402: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_403: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_404: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/input/_405: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output/_406: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/cond/_30/output_control_node/_407: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input_control_node/_408: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_409: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_410: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_411: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_412: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/input/_413: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_414: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_415: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_416: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_417: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output/_418: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_1/body/_31/output_control_node/_419: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input_control_node/_420: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_421: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_422: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_423: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_424: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/input/_425: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output/_426: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/cond/_60/output_control_node/_427: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input_control_node/_428: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_429: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_430: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_431: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_432: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/input/_433: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_434: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_435: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_436: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_437: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output/_438: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_2/body/_61/output_control_node/_439: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input_control_node/_440: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_441: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_442: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_443: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_444: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/input/_445: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output/_446: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/cond/_90/output_control_node/_447: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input_control_node/_448: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_449: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_450: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_451: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_452: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/input/_453: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_454: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_455: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_456: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_457: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output/_458: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_3/body/_91/output_control_node/_459: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input_control_node/_460: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_461: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_462: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_463: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_464: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/input/_465: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output/_466: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/cond/_120/output_control_node/_467: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input_control_node/_468: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_469: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_470: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_471: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_472: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/input/_473: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_474: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_475: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_476: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_477: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output/_478: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_4/body/_121/output_control_node/_479: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input_control_node/_480: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_481: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_482: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_483: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_484: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/input/_485: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output/_486: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/cond/_150/output_control_node/_487: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input_control_node/_488: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_489: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_490: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_491: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_492: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/input/_493: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_494: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_495: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_496: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_497: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output/_498: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_5/body/_151/output_control_node/_499: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input_control_node/_500: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_501: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_502: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_503: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_504: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/input/_505: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output/_506: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/cond/_180/output_control_node/_507: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input_control_node/_508: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_509: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_510: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_511: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_512: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/input/_513: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_6/body/_181/output/_515: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output/_516: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_6/body/_181/output/_518: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_6/body/_181/output_control_node/_519: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_7/cond/_210/input/_524: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/cond/_210/input/_525: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_7/cond/_210/output_control_node/_527: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_7/body/_211/input/_529: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_530: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_531: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_532: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/input/_533: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_534: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_535: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_536: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_537: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output/_538: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_7/body/_211/output_control_node/_539: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_8/cond/_240/input/_541: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_542: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_543: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_544: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_545: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/input/_546: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/cond/_240/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/output/_547: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/cond/_240/output_control_node/_548: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_8/cond/_240: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input_control_node/_549: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_550: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_551: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_552: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_553: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_554: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/input/_555: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_556: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_557: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_558: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_559: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_560: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output/_561: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_8/body/_241/output_control_node/_562: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/input_control_node/_563: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/input/_564: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/input/_565: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/input/_566: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/input/_567: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/input/_568: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/input/_569: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_9/cond/_275/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/output/_570: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/cond/_275/output_control_node/_571: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_9/cond/_275: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/input_control_node/_572: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/input/_573: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/input/_574: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/input/_575: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/input/_576: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/input/_577: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/input/_578: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/output/_579: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/output/_580: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/output/_581: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/output/_582: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/output/_583: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/output/_584: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_9/body/_276/output_control_node/_585: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/input_control_node/_586: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/input/_587: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/input/_588: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/input/_589: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/input/_590: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/input/_591: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/input/_592: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_10/cond/_310/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/output/_593: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/cond/_310/output_control_node/_594: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
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Func/while_10/body/_311/input_control_node/_595: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/input/_596: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/input/_597: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/input/_598: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/input/_599: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/input/_600: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/input/_601: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/output/_602: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/output/_603: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/output/_604: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/output/_605: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/output/_606: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/output/_607: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_10/body/_311/output_control_node/_608: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/input_control_node/_609: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/input/_610: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/input/_611: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/input/_612: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/input/_613: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/input/_614: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/input/_615: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_11/cond/_345/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/output/_616: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/cond/_345/output_control_node/_617: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_11/cond/_345: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/input_control_node/_618: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/input/_619: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/input/_620: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/input/_621: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/input/_622: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/input/_623: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/input/_624: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/TensorArrayV2Write/TensorListSetItem: (TensorListSetItem): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/add_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/add_1_0: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/output/_625: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/output/_626: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/output/_627: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/output/_628: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/output/_629: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/output/_630: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
Func/while_11/body/_346/output_control_node/_631: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346: (IdentityN): /job:localhost/replica:0/task:0/device:GPU:0
random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_3: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_1/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_1/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_2/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_5: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_6: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_1/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_7: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_2/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_2/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_4/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_8: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_9: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_2/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_10: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_3/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_3/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_6/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_11: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_12: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_3/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_13: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_4/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_4/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_8/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_14: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_15: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_4/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_16: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_5/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_5/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_10/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_17: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_18: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_5/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_19: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_6/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_6/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_12/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_20: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_21: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_6/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_22: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_7/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_7/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_14/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_23: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_24: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_7/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_25: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_8/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_8/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_16/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_26: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_27: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_8/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_28: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_9/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_9/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_18/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_18/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_29: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_30: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_9/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_10/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_10/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_31: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_10/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_10/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_20/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_20/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_32: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_33: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_10/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_11/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_11/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_34: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_11/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_11/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_11/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_11/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor_11/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_11/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_22/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorArrayV2_22/num_elements: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_35: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_11/maximum_iterations: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_11/loop_counter: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const_36: (Const): /job:localhost/replica:0/task:0/device:GPU:0
TensorListConcatV2_11/element_shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/cond/_0/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while/body/_1/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/cond/_30/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_1/body/_31/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/cond/_60/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_2/body/_61/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/cond/_90/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_3/body/_91/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/cond/_120/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_4/body/_121/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/cond/_150/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_5/body/_151/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/cond/_180/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_6/body/_181/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/cond/_210/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_7/body/_211/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/cond/_240/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_8/body/_241/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/cond/_275/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_9/body/_276/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/cond/_310/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_10/body/_311/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_11/cond/_345/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
while_11/body/_346/add_1/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:CPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
shape: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
_EagerConst: (_EagerConst): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
indices: (_DeviceArg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
out_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
input: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
dim: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
values_0: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
values_1: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
ConcatV2: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
output_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
NoOp: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
out_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
out_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_DeviceArg): /job:localhost/replica:0/task:0/device:CPU:0
Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
out_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_cumprod_axis: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
out_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_cumprod_axis: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
out_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_cumprod_axis: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
out_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_gatherv2_params: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body_cumprod_axis: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault: (PlaceholderWithDefault): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range: (Range): /job:localhost/replica:0/task:0/device:GITEM <TestCaseFunction test_cum_prod>
.ITEM <TestCaseFunction test_session>
s

--------------------------------- JSON report ----------------------------------
report saved to: test_failure_report.json
========================= 1 passed, 2 skipped in 4.01s =========================
PU:0
loop_body/Cumprod/pfor/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/add: (AddV2): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
identity_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/PlaceholderWithDefault/input: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/tensor: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/limit: (Const): /job:localhost/replica:0/task:0/device:GPU:0
pfor/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
loop_body/Cumprod/pfor/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
x: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
axis: (_Arg): /job:localhost/replica:0/task:0/device:GPU:0
Cumprod: (Cumprod): /job:localhost/replica:0/task:0/device:GPU:0
out_RetVal: (_Retval): /job:localhost/replica:0/task:0/device:GPU:0
